{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "certified-booking",
   "metadata": {},
   "source": [
    "### Wind Rose Chart with Plotly Express\n",
    "\n",
    "A wind rose chart (also known as a polar bar chart) is a graphical tool used to visualize how wind speed and direction are typically distributed at a given location."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "neutral-webster",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.wind()\n",
    "fig = px.bar_polar(df, r=\"frequency\", theta=\"direction\",\n",
    "                   color=\"strength\", template=\"plotly_dark\",\n",
    "                   color_discrete_sequence= px.colors.sequential.Plasma_r)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "objective-colonial",
   "metadata": {},
   "source": [
    "### Basic Wind Rose Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "unavailable-connection",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure()\n",
    "\n",
    "fig.add_trace(go.Barpolar(\n",
    "    r=[77.5, 72.5, 70.0, 45.0, 22.5, 42.5, 40.0, 62.5],\n",
    "    name='11-14 m/s',\n",
    "    marker_color='rgb(106,81,163)'\n",
    "))\n",
    "fig.add_trace(go.Barpolar(\n",
    "    r=[57.5, 50.0, 45.0, 35.0, 20.0, 22.5, 37.5, 55.0],\n",
    "    name='8-11 m/s',\n",
    "    marker_color='rgb(158,154,200)'\n",
    "))\n",
    "fig.add_trace(go.Barpolar(\n",
    "    r=[40.0, 30.0, 30.0, 35.0, 7.5, 7.5, 32.5, 40.0],\n",
    "    name='5-8 m/s',\n",
    "    marker_color='rgb(203,201,226)'\n",
    "))\n",
    "fig.add_trace(go.Barpolar(\n",
    "    r=[20.0, 7.5, 15.0, 22.5, 2.5, 2.5, 12.5, 22.5],\n",
    "    name='< 5 m/s',\n",
    "    marker_color='rgb(242,240,247)'\n",
    "))\n",
    "\n",
    "fig.update_traces(text=['North', 'N-E', 'East', 'S-E', 'South', 'S-W', 'West', 'N-W'])\n",
    "fig.update_layout(\n",
    "    title='Wind Speed Distribution in Laurel, NE',\n",
    "    font_size=16,\n",
    "    legend_font_size=16,\n",
    "    polar_radialaxis_ticksuffix='%',\n",
    "    polar_angularaxis_rotation=90,\n",
    "\n",
    ")\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
